| /** |
| * Licensed to the Apache Software Foundation (ASF) under one |
| * or more contributor license agreements. See the NOTICE file |
| * distributed with this work for additional information |
| * regarding copyright ownership. The ASF licenses this file |
| * to you under the Apache License, Version 2.0 (the |
| * "License"); you may not use this file except in compliance |
| * with the License. You may obtain a copy of the License at |
| * |
| * http://www.apache.org/licenses/LICENSE-2.0 |
| * |
| * Unless required by applicable law or agreed to in writing, software |
| * distributed under the License is distributed on an "AS IS" BASIS, |
| * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| * See the License for the specific language governing permissions and |
| * limitations under the License. |
| */ |
| package org.apache.hadoop.hive.ql.exec.tez; |
| |
| import java.io.IOException; |
| import java.util.ArrayList; |
| import java.util.Arrays; |
| import java.util.Collection; |
| import java.util.HashMap; |
| import java.util.HashSet; |
| import java.util.List; |
| import java.util.Map; |
| import java.util.Map.Entry; |
| import java.util.Set; |
| import java.util.concurrent.Callable; |
| |
| import org.slf4j.Logger; |
| import org.slf4j.LoggerFactory; |
| import org.apache.hadoop.conf.Configuration; |
| import org.apache.hadoop.hive.conf.HiveConf; |
| import org.apache.hadoop.hive.ql.exec.AbstractMapOperator; |
| import org.apache.hadoop.hive.llap.io.api.LlapProxy; |
| import org.apache.hadoop.hive.llap.tez.Converters; |
| import org.apache.hadoop.hive.ql.CompilationOpContext; |
| import org.apache.hadoop.hive.llap.LlapOutputFormat; |
| import org.apache.hadoop.hive.ql.exec.DummyStoreOperator; |
| import org.apache.hadoop.hive.ql.exec.HashTableDummyOperator; |
| import org.apache.hadoop.hive.ql.exec.MapOperator; |
| import org.apache.hadoop.hive.ql.exec.MapredContext; |
| import org.apache.hadoop.hive.ql.exec.ObjectCache; |
| import org.apache.hadoop.hive.ql.exec.ObjectCacheFactory; |
| import org.apache.hadoop.hive.ql.exec.Operator; |
| import org.apache.hadoop.hive.ql.exec.OperatorUtils; |
| import org.apache.hadoop.hive.ql.exec.TezDummyStoreOperator; |
| import org.apache.hadoop.hive.ql.exec.Utilities; |
| import org.apache.hadoop.hive.ql.exec.mr.ExecMapper.ReportStats; |
| import org.apache.hadoop.hive.ql.exec.mr.ExecMapperContext; |
| import org.apache.hadoop.hive.ql.exec.tez.TezProcessor.TezKVOutputCollector; |
| import org.apache.hadoop.hive.ql.exec.tez.tools.KeyValueInputMerger; |
| import org.apache.hadoop.hive.ql.exec.vector.VectorMapOperator; |
| import org.apache.hadoop.hive.ql.log.PerfLogger; |
| import org.apache.hadoop.hive.ql.metadata.HiveException; |
| import org.apache.hadoop.hive.ql.plan.BaseWork; |
| import org.apache.hadoop.hive.ql.plan.MapWork; |
| import org.apache.hadoop.hive.ql.plan.OperatorDesc; |
| import org.apache.hadoop.hive.serde2.Deserializer; |
| import org.apache.hadoop.hive.serde2.objectinspector.ObjectInspector; |
| import org.apache.hadoop.mapred.JobConf; |
| import org.apache.tez.mapreduce.input.MRInputLegacy; |
| import org.apache.tez.mapreduce.input.MultiMRInput; |
| import org.apache.tez.mapreduce.processor.MRTaskReporter; |
| import org.apache.tez.runtime.api.Input; |
| import org.apache.tez.runtime.api.LogicalInput; |
| import org.apache.tez.runtime.api.LogicalOutput; |
| import org.apache.tez.runtime.api.ProcessorContext; |
| import org.apache.tez.runtime.library.api.KeyValueReader; |
| |
| /** |
| * Process input from tez LogicalInput and write output - for a map plan |
| * Just pump the records through the query plan. |
| */ |
| public class MapRecordProcessor extends RecordProcessor { |
| public static final Logger l4j = LoggerFactory.getLogger(MapRecordProcessor.class); |
| protected static final String MAP_PLAN_KEY = "__MAP_PLAN__"; |
| |
| private AbstractMapOperator mapOp; |
| private final List<AbstractMapOperator> mergeMapOpList = new ArrayList<AbstractMapOperator>(); |
| private MapRecordSource[] sources; |
| private final Map<String, MultiMRInput> multiMRInputMap = new HashMap<String, MultiMRInput>(); |
| private int position; |
| MRInputLegacy legacyMRInput; |
| MultiMRInput mainWorkMultiMRInput; |
| private final ExecMapperContext execContext; |
| private MapWork mapWork; |
| List<MapWork> mergeWorkList; |
| List<String> cacheKeys; |
| ObjectCache cache; |
| private int nRows; |
| |
| public MapRecordProcessor(final JobConf jconf, final ProcessorContext context) throws Exception { |
| super(jconf, context); |
| String queryId = HiveConf.getVar(jconf, HiveConf.ConfVars.HIVEQUERYID); |
| if (LlapProxy.isDaemon()) { |
| cache = new org.apache.hadoop.hive.ql.exec.mr.ObjectCache(); // do not cache plan |
| setLlapOfFragmentId(context); |
| } else { |
| cache = ObjectCacheFactory.getCache(jconf, queryId); |
| } |
| execContext = new ExecMapperContext(jconf); |
| execContext.setJc(jconf); |
| cacheKeys = new ArrayList<String>(); |
| nRows = 0; |
| } |
| |
| private void setLlapOfFragmentId(final ProcessorContext context) { |
| // TODO: could we do this only if the OF is actually used? |
| String attemptId = Converters.createTaskAttemptId(context).toString(); |
| if (l4j.isDebugEnabled()) { |
| l4j.debug("Setting the LLAP fragment ID for OF to " + attemptId); |
| } |
| jconf.set(LlapOutputFormat.LLAP_OF_ID_KEY, attemptId); |
| } |
| |
| @Override |
| void init(MRTaskReporter mrReporter, |
| Map<String, LogicalInput> inputs, Map<String, LogicalOutput> outputs) throws Exception { |
| perfLogger.PerfLogBegin(CLASS_NAME, PerfLogger.TEZ_INIT_OPERATORS); |
| super.init(mrReporter, inputs, outputs); |
| checkAbortCondition(); |
| |
| |
| String key = processorContext.getTaskVertexName() + MAP_PLAN_KEY; |
| cacheKeys.add(key); |
| |
| |
| // create map and fetch operators |
| mapWork = (MapWork) cache.retrieve(key, new Callable<Object>() { |
| @Override |
| public Object call() { |
| return Utilities.getMapWork(jconf); |
| } |
| }); |
| // TODO HIVE-14042. Cleanup may be required if exiting early. |
| Utilities.setMapWork(jconf, mapWork); |
| |
| String prefixes = jconf.get(DagUtils.TEZ_MERGE_WORK_FILE_PREFIXES); |
| if (prefixes != null) { |
| mergeWorkList = new ArrayList<MapWork>(); |
| |
| for (final String prefix : prefixes.split(",")) { |
| if (prefix == null || prefix.isEmpty()) { |
| continue; |
| } |
| |
| key = processorContext.getTaskVertexName() + prefix; |
| cacheKeys.add(key); |
| |
| checkAbortCondition(); |
| mergeWorkList.add( |
| (MapWork) cache.retrieve(key, |
| new Callable<Object>() { |
| @Override |
| public Object call() { |
| return Utilities.getMergeWork(jconf, prefix); |
| } |
| })); |
| } |
| } |
| |
| MapredContext.init(true, new JobConf(jconf)); |
| ((TezContext) MapredContext.get()).setInputs(inputs); |
| ((TezContext) MapredContext.get()).setTezProcessorContext(processorContext); |
| |
| // Update JobConf using MRInput, info like filename comes via this |
| checkAbortCondition(); |
| legacyMRInput = getMRInput(inputs); |
| if (legacyMRInput != null) { |
| Configuration updatedConf = legacyMRInput.getConfigUpdates(); |
| if (updatedConf != null) { |
| for (Entry<String, String> entry : updatedConf) { |
| jconf.set(entry.getKey(), entry.getValue()); |
| } |
| } |
| } |
| checkAbortCondition(); |
| |
| createOutputMap(); |
| // Start all the Outputs. |
| for (Entry<String, LogicalOutput> outputEntry : outputs.entrySet()) { |
| l4j.debug("Starting Output: " + outputEntry.getKey()); |
| outputEntry.getValue().start(); |
| ((TezKVOutputCollector) outMap.get(outputEntry.getKey())).initialize(); |
| } |
| checkAbortCondition(); |
| |
| try { |
| |
| CompilationOpContext runtimeCtx = new CompilationOpContext(); |
| if (mapWork.getVectorMode()) { |
| mapOp = new VectorMapOperator(runtimeCtx); |
| } else { |
| mapOp = new MapOperator(runtimeCtx); |
| } |
| // Not synchronizing creation of mapOp with an invocation. Check immediately |
| // after creation in case abort has been set. |
| // Relying on the regular flow to clean up the actual operator. i.e. If an exception is |
| // thrown, an attempt will be made to cleanup the op. |
| // If we are here - exit out via an exception. If we're in the middle of the opeartor.initialize |
| // call further down, we rely upon op.abort(). |
| checkAbortCondition(); |
| |
| mapOp.clearConnectedOperators(); |
| mapOp.setExecContext(execContext); |
| |
| boolean fromCache = false; |
| if (mergeWorkList != null) { |
| AbstractMapOperator mergeMapOp = null; |
| for (BaseWork mergeWork : mergeWorkList) { |
| // TODO HIVE-14042. What is mergeWork, and why is it not part of the regular operator chain. |
| // The mergeMapOp.initialize call further down can block, and will not receive information |
| // about an abort request. |
| MapWork mergeMapWork = (MapWork) mergeWork; |
| if (mergeMapWork.getVectorMode()) { |
| mergeMapOp = new VectorMapOperator(runtimeCtx); |
| } else { |
| mergeMapOp = new MapOperator(runtimeCtx); |
| } |
| |
| mergeMapOpList.add(mergeMapOp); |
| // initialize the merge operators first. |
| if (mergeMapOp != null) { |
| mergeMapOp.setConf(mergeMapWork); |
| l4j.info("Input name is " + mergeMapWork.getName()); |
| jconf.set(Utilities.INPUT_NAME, mergeMapWork.getName()); |
| mergeMapOp.initialize(jconf, null); |
| // if there are no files/partitions to read, we need to skip trying to read |
| MultiMRInput multiMRInput = multiMRInputMap.get(mergeMapWork.getName()); |
| boolean skipRead = false; |
| if (multiMRInput == null) { |
| l4j.info("Multi MR Input for work " + mergeMapWork.getName() + " is null. Skipping read."); |
| skipRead = true; |
| } else { |
| Collection<KeyValueReader> keyValueReaders = multiMRInput.getKeyValueReaders(); |
| if ((keyValueReaders == null) || (keyValueReaders.isEmpty())) { |
| l4j.info("Key value readers are null or empty and hence skipping read. " |
| + "KeyValueReaders = " + keyValueReaders); |
| skipRead = true; |
| } |
| } |
| if (skipRead) { |
| List<Operator<?>> children = new ArrayList<Operator<?>>(); |
| children.addAll(mergeMapOp.getConf().getAliasToWork().values()); |
| // do the same thing as setChildren when there is nothing to read. |
| // the setChildren method initializes the object inspector needed by the operators |
| // based on path and partition information which we don't have in this case. |
| mergeMapOp.initEmptyInputChildren(children, jconf); |
| } else { |
| // the setChildren method initializes the object inspector needed by the operators |
| // based on path and partition information. |
| mergeMapOp.setChildren(jconf); |
| } |
| |
| Operator<? extends OperatorDesc> finalOp = getFinalOp(mergeMapOp); |
| if (finalOp instanceof TezDummyStoreOperator) { |
| // we ensure that we don't try to read any data in case of skip read. |
| ((TezDummyStoreOperator) finalOp).setFetchDone(skipRead); |
| mapOp.setConnectedOperators(mergeMapWork.getTag(), (DummyStoreOperator) finalOp); |
| } else { |
| // found the plan is already connected which means this is derived from the cache. |
| fromCache = true; |
| } |
| |
| mergeMapOp.passExecContext(new ExecMapperContext(jconf)); |
| mergeMapOp.initializeLocalWork(jconf); |
| } |
| } |
| } |
| |
| if (!fromCache) { |
| // if not from cache, we still need to hook up the plans. |
| ((TezContext) (MapredContext.get())).setDummyOpsMap(mapOp.getConnectedOperators()); |
| } |
| |
| // initialize map operator |
| mapOp.setConf(mapWork); |
| l4j.info("Main input name is " + mapWork.getName()); |
| jconf.set(Utilities.INPUT_NAME, mapWork.getName()); |
| mapOp.initialize(jconf, null); |
| checkAbortCondition(); |
| mapOp.setChildren(jconf); |
| mapOp.passExecContext(execContext); |
| l4j.info(mapOp.dump(0)); |
| |
| mapOp.initializeLocalWork(jconf); |
| |
| checkAbortCondition(); |
| initializeMapRecordSources(); |
| mapOp.initializeMapOperator(jconf); |
| if ((mergeMapOpList != null) && mergeMapOpList.isEmpty() == false) { |
| for (AbstractMapOperator mergeMapOp : mergeMapOpList) { |
| jconf.set(Utilities.INPUT_NAME, mergeMapOp.getConf().getName()); |
| // TODO HIVE-14042. abort handling: Handling of mergeMapOp |
| mergeMapOp.initializeMapOperator(jconf); |
| } |
| } |
| |
| // Initialization isn't finished until all parents of all operators |
| // are initialized. For broadcast joins that means initializing the |
| // dummy parent operators as well. |
| List<HashTableDummyOperator> dummyOps = mapWork.getDummyOps(); |
| jconf.set(Utilities.INPUT_NAME, mapWork.getName()); |
| if (dummyOps != null) { |
| for (Operator<? extends OperatorDesc> dummyOp : dummyOps){ |
| dummyOp.setExecContext(execContext); |
| // TODO HIVE-14042. Handling of dummyOps, and propagating abort information to them |
| dummyOp.initialize(jconf, null); |
| } |
| } |
| |
| OperatorUtils.setChildrenCollector(mapOp.getChildOperators(), outMap); |
| mapOp.setReporter(reporter); |
| MapredContext.get().setReporter(reporter); |
| |
| } catch (Throwable e) { |
| abort = true; |
| if (e instanceof OutOfMemoryError) { |
| // will this be true here? |
| // Don't create a new object if we are already out of memory |
| throw (OutOfMemoryError) e; |
| } else if (e instanceof InterruptedException) { |
| l4j.info("Hit an interrupt while initializing MapRecordProcessor. Message={}", |
| e.getMessage()); |
| throw (InterruptedException) e; |
| } else { |
| throw new RuntimeException("Map operator initialization failed", e); |
| } |
| } |
| perfLogger.PerfLogEnd(CLASS_NAME, PerfLogger.TEZ_INIT_OPERATORS); |
| } |
| |
| private void initializeMapRecordSources() throws Exception { |
| |
| int size = mergeMapOpList.size() + 1; // the +1 is for the main map operator itself |
| sources = new MapRecordSource[size]; |
| position = mapOp.getConf().getTag(); |
| sources[position] = new MapRecordSource(); |
| KeyValueReader reader = null; |
| if (mainWorkMultiMRInput != null) { |
| reader = getKeyValueReader(mainWorkMultiMRInput.getKeyValueReaders(), mapOp); |
| } else { |
| reader = legacyMRInput.getReader(); |
| } |
| sources[position].init(jconf, mapOp, reader); |
| for (AbstractMapOperator mapOp : mergeMapOpList) { |
| int tag = mapOp.getConf().getTag(); |
| sources[tag] = new MapRecordSource(); |
| String inputName = mapOp.getConf().getName(); |
| MultiMRInput multiMRInput = multiMRInputMap.get(inputName); |
| Collection<KeyValueReader> kvReaders = multiMRInput.getKeyValueReaders(); |
| l4j.debug("There are " + kvReaders.size() + " key-value readers for input " + inputName); |
| if (kvReaders.size() > 0) { |
| reader = getKeyValueReader(kvReaders, mapOp); |
| sources[tag].init(jconf, mapOp, reader); |
| } |
| } |
| ((TezContext) MapredContext.get()).setRecordSources(sources); |
| } |
| |
| @SuppressWarnings("deprecation") |
| private KeyValueReader getKeyValueReader(Collection<KeyValueReader> keyValueReaders, |
| AbstractMapOperator mapOp) |
| throws Exception { |
| List<KeyValueReader> kvReaderList = new ArrayList<KeyValueReader>(keyValueReaders); |
| // this sets up the map operator contexts correctly |
| mapOp.initializeContexts(); |
| Deserializer deserializer = mapOp.getCurrentDeserializer(); |
| // deserializer is null in case of VectorMapOperator |
| KeyValueReader reader = |
| new KeyValueInputMerger(kvReaderList, deserializer, |
| new ObjectInspector[] { deserializer == null ? null : deserializer.getObjectInspector() }, mapOp |
| .getConf() |
| .getSortCols()); |
| return reader; |
| } |
| |
| private Operator<? extends OperatorDesc> getFinalOp(Operator<? extends OperatorDesc> mergeMapOp) { |
| for (Operator<? extends OperatorDesc> childOp : mergeMapOp.getChildOperators()) { |
| if ((childOp.getChildOperators() == null) || (childOp.getChildOperators().isEmpty())) { |
| return childOp; |
| } else { |
| return getFinalOp(childOp); |
| } |
| } |
| return null; |
| } |
| |
| @Override |
| void run() throws Exception { |
| while (sources[position].pushRecord()) { |
| if (nRows++ == CHECK_INTERRUPTION_AFTER_ROWS) { |
| checkAbortCondition(); |
| nRows = 0; |
| } |
| } |
| } |
| |
| |
| @Override |
| public void abort() { |
| // this will stop run() from pushing records, along with potentially |
| // blocking initialization. |
| super.abort(); |
| |
| // this will abort initializeOp() |
| if (mapOp != null) { |
| l4j.info("Forwarding abort to mapOp: {} " + mapOp.getName()); |
| mapOp.abort(); |
| } else { |
| l4j.info("mapOp not setup yet. abort not being forwarded"); |
| } |
| } |
| |
| @Override |
| void close(){ |
| // check if there are IOExceptions |
| if (!abort) { |
| abort = execContext.getIoCxt().getIOExceptions(); |
| } |
| |
| if (cache != null && cacheKeys != null) { |
| for (String k: cacheKeys) { |
| cache.release(k); |
| } |
| } |
| |
| // detecting failed executions by exceptions thrown by the operator tree |
| try { |
| if (mapOp == null || mapWork == null) { |
| return; |
| } |
| mapOp.close(abort); |
| if (mergeMapOpList.isEmpty() == false) { |
| for (AbstractMapOperator mergeMapOp : mergeMapOpList) { |
| mergeMapOp.close(abort); |
| } |
| } |
| |
| // Need to close the dummyOps as well. The operator pipeline |
| // is not considered "closed/done" unless all operators are |
| // done. For broadcast joins that includes the dummy parents. |
| List<HashTableDummyOperator> dummyOps = mapWork.getDummyOps(); |
| if (dummyOps != null) { |
| for (Operator<? extends OperatorDesc> dummyOp : dummyOps){ |
| dummyOp.close(abort); |
| } |
| } |
| |
| ReportStats rps = new ReportStats(reporter, jconf); |
| mapOp.preorderMap(rps); |
| return; |
| } catch (Exception e) { |
| if (!abort) { |
| // signal new failure to map-reduce |
| l4j.error("Hit error while closing operators - failing tree"); |
| throw new RuntimeException("Hive Runtime Error while closing operators", e); |
| } |
| } finally { |
| Utilities.clearWorkMap(jconf); |
| MapredContext.close(); |
| } |
| } |
| |
| private MRInputLegacy getMRInput(Map<String, LogicalInput> inputs) throws Exception { |
| // there should be only one MRInput |
| MRInputLegacy theMRInput = null; |
| |
| // start all mr/multi-mr inputs |
| Set<Input> li = new HashSet<Input>(); |
| for (LogicalInput inp: inputs.values()) { |
| if (inp instanceof MRInputLegacy || inp instanceof MultiMRInput) { |
| inp.start(); |
| li.add(inp); |
| } |
| } |
| // TODO: HIVE-14042. Potential blocking call. MRInput handles this correctly even if an interrupt is swallowed. |
| // MultiMRInput may not. Fix once TEZ-3302 is resolved. |
| processorContext.waitForAllInputsReady(li); |
| |
| l4j.info("The input names are: " + Arrays.toString(inputs.keySet().toArray())); |
| for (Entry<String, LogicalInput> inp : inputs.entrySet()) { |
| if (inp.getValue() instanceof MRInputLegacy) { |
| if (theMRInput != null) { |
| throw new IllegalArgumentException("Only one MRInput is expected"); |
| } |
| // a better logic would be to find the alias |
| theMRInput = (MRInputLegacy) inp.getValue(); |
| } else if (inp.getValue() instanceof MultiMRInput) { |
| multiMRInputMap.put(inp.getKey(), (MultiMRInput) inp.getValue()); |
| } |
| } |
| if (theMRInput != null) { |
| theMRInput.init(); |
| } else { |
| String alias = mapWork.getAliasToWork().keySet().iterator().next(); |
| if (inputs.get(alias) instanceof MultiMRInput) { |
| mainWorkMultiMRInput = (MultiMRInput) inputs.get(alias); |
| } else { |
| throw new IOException("Unexpected input type found: " |
| + inputs.get(alias).getClass().getCanonicalName()); |
| } |
| } |
| return theMRInput; |
| } |
| } |